Dynamic Optimization using Self-Adaptive Differential Evolution

被引：140

作者：

Brest, Janez ^{[1
]}

Zamuda, Ales ^{[1
]}

Boskovic, Borko ^{[1
]}

Maucec, Mirjam Sepesy ^{[1
]}

Zumer, Viljem ^{[1
]}

机构：

[1] Univ Maribor, Fac Elect Engn & Comp Sci, SLO-2000 Maribor, Slovenia

来源：

2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5 | 2009年

关键词：

D O I：

10.1109/CEC.2009.4982976

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we investigate a Self-Adaptive Differential Evolution algorithm (jDE) where F and CR control parameters are self-adapted and a multi-population method with aging mechanism is used. The performance of the jDE algorithm is evaluated on the set of benchmark functions provided for the CEC 2009 special session on evolutionary computation in dynamic and uncertain environments.

引用

页码：415 / 422

页数：8

共 22 条

[1] [Anonymous], 1997, Journal of Global Optimization, DOI [10.1023/ A:1008202821328, DOI 10.1023/A:1008202821328]
[2] [Anonymous], SPRINGER OPTIMIZATIO
[3] Multiswarms, exclusion, and anti-convergence in dynamic environments
Blackwell, Tim
Branke, Juergen
[J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2006, 10 (04) : 459 - 472
[4] Branke J., 1999, P IEEE C EVOLUTIONAR, P1875, DOI DOI 10.1109/CEC.1999.785502
[5] Population size reduction for the differential evolution algorithm
Brest, Janez
Maucec, Mirjam Sepesy
[J]. APPLIED INTELLIGENCE, 2008, 29 (03) : 228 - 247
[6] Performance comparison of self-adaptive and adaptive differential evolution algorithms
Brest, Janez
Boskovic, Borko
Greiner, Saso
Zumer, Viljem
Maucec, Mirjam Sepesy
[J]. SOFT COMPUTING, 2007, 11 (07) : 617 - 629
[7] Self-adapting control parameters in differential evolution: A comparative study on numerical benchmark problems
Brest, Janez
Greiner, Saso
Boskovic, Borko
Mernik, Marjan
Zumer, Vijern
[J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2006, 10 (06) : 646 - 657
[8] High-Dimensional Real-Parameter Optimization using Self-Adaptive Differential Evolution Algorithm with Population Size Reduction
Brest, Janez
Zamuda, Ales
Boskovic, Borko
Maucec, Mirjam Sepesy
Zumer, Viljem
[J]. 2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 2032 - 2039
[9] Brest Janez, 2006, I2006 IEEE C EVOLUTI, P919
[10] Evolutionary optimization in uncertain environments - A survey
Jin, Y
Branke, H
[J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2005, 9 (03) : 303 - 317

← 1 2 3 →